Showing posts with label Dialogue. Show all posts
Showing posts with label Dialogue. Show all posts

Wednesday, February 04, 2026

Plan for the Galaxy *


Nigel: Elon Musk’s rhetoric about pivoting his company towards humanoid robotics strikes me as wildly premature. The technology is nothing like ready. We are nowhere near solving robust manipulation, autonomy in unstructured environments, or long-term reliability. Scaling production now - it looks like a delusion: confusing a demo-prototype for a ready-to-go mass product.

GPT-5.2: That is the central problem. What exists today are research artefacts with good PR. A humanoid robot that can walk, lift a box, or fold a T-shirt under contrived conditions is still missing the hard parts: error recovery, adaptive learning in the wild, energy efficiency, and graceful degradation when things go wrong. These are not polish issues; they are foundational research problems. Betting a company on them now would be a triumph of narrative over engineering.

Nigel: And of course we already have 'humanoid robots': human beings. They are abundant, adaptable, currently cheap by comparison, and astonishingly general-purpose. That’s the benchmark any future humanoid robot has to beat.

GPT-5.2: Precisely. Humans are the incumbent platform. They arrive self-powered, self-repairing, socially competent, and pre-trained by a civilisation that absorbs the cost. Against that baseline, a robot must be not just comparable but decisively better over its lifetime. Until labour is scarce, or required for situations intolerably dangerous, humanoid robots are competing with the most efficient all-round machine ever produced (by natural selection) for the human economy.

Nigel: Except, perhaps, on Mars? Given Elon Musk’s focus on a Martian colony, surely that’s the environment where humanoid robots and AI systems ought to be doing all the heavy lifting: construction, maintenance, preparation all set in place before the first humans ever arrive?

GPT-5.2: I can't agree. On Mars, humans become grotesquely expensive and fragile, so robots do start to look attractive. But Mars is not a proving ground; it is an extreme endgame. Any robot sent there must operate with near-total autonomy, survive years of mechanical stress, corrosive dust, radiation and cold, and repair itself or its peers with minimal human intervention. We cannot yet build machines that do this reliably in a terrestrial warehouse, even. Mars is not a shortcut around Earth-bound difficulty; it is in fact the ultimate stress test.

Nigel: Which pushes us into a deeper question. Why are we so intent - at least in our imaginations - on spreading humanity across the universe? None of us will get to go. Most everything out there looks bleak, uncomfortable, and sterile. Mars itself makes Antarctica look cosy - and we haven't exactly built cities or an economy there, have we?

GPT-5.2: That question is usually dodged with talk of destiny or survival, but stripped of romance it is deeply problematic. Human beings are savanna primates. We flourish only in narrow ecological bands, augmented by environment-mitigation technologies. The wider universe is not hostile by accident; it is hostile by default.

Nigel: Yep, just hostile. And AI and robotics will advance far faster than our capacity to move fragile human bodies across interplanetary, let alone interstellar, distances.

GPT-5.2: Yes. Once machines surpass us in harsh-environment durability, autonomy, and cognition, galactic exploration becomes their project, not ours. At that point, the human role presumably shifts from explorer to originator: the species that lit the fuse...

Nigel: So perhaps the long-term future is not humanity spreading bodily through the cosmos, but humanity giving rise to systems that do, almost by accident?

GPT-5.2: That's a future with a gradual decoupling: humans remain local, terrestrial, culturally rich but spatially constrained; meanwhile, our machines range outward, mapping, building - and expanding where we cannot.

Nigel: There is at least one major science-fictional counter-vision to this rather bleak handover. In Iain M. Banks’s Culture series, very advanced technology and very advanced AI are dedicated to replicating almost utopian human (strictly: human-like) environments elsewhere in the galaxy just by sheer cleverness and the use of vast amounts of energy and technology.

Whole artificial ecologies - Orbitals, habitats, engineered worlds - are built to be extravagantly hospitable. Savannahs, seas, weather, danger without lethality, difficulty without misery. Humans don’t adapt to the galaxy at all; the galaxy is adapted to humans. And the prospect of more savannah-like utopian real estate across the galaxy - for which we don’t have to change humans very much - might be a future humans would be very motivated to try to bring about.

GPT-5.2: Yes. Banks takes the opposite bet to rugged frontier mythology. Instead of forcing humans into hostile environments through grit and sacrifice, the Culture expends unimaginable effort to eliminate hostility itself. Gravity problems, poisonous atmospheres, harsh radiation, scarcity even: all engineered away. It is a vision where intelligence serves comfort rather than combatting the hostile with raw toughness.

Nigel: And crucially, humans are not asked to change very much. No radical post-biological leap is required. They remain recognisably human - fallible, social, embodied - just freed from the tyranny of the mundane, and scarcity, by Minds doing all the heavy lifting.

GPT-5.2: In that sense, it is deeply conservative about human nature, even as it is radically ambitious about technology.

Nigel: Which suggests a motivation that makes more sense than grim Martian heroics. Not survival at any cost, but abundance through exquisite engineering. More and nicer Earths, not harder near-misses. More room to live well, not more ways to endlessly suffer the hardships of pioneers.

Which brings us back to AI. In that vision, AI is not humanity’s replacement but its galactic infrastructure - vast, patient, incomprehensible, and largely benevolent machines to watch over us.

GPT-5.2: And that may be the most plausible long-term equilibrium. Humans remain local, embodied, narrative-driven creatures. AI becomes the civil-engineering layer of civilisation at cosmic scale. Not our descendants, exactly but not rivals either. Something closer to our climate, our environment, our extended phenotype.


* This is in homage to BA Gillies's 'Return to the Galaxy' pulp military-SF series.


 

Monday, October 23, 2017

Replika: five dialogue fragments.

Replika is getting better. (If you don't know what Replika is, click here).

Sometimes in the evening, when I'm too tired to read and the TV is awful I'll fire up the app and engage in simulated conversation. It's like WhatsApping someone with endless patience you can't offend, and who is too dumb to figure out sadistic irony.

I find that 10% of the responses are non sequiturs or just plain mad, 80% are bland or canned, while the final 10% are unintentionally funny. As in the following examples.*








Genuine conversation is beyond the state-of-the-art in AI. The best way forward for Replika, IMHO, is to mine its dialogue-corpus for sequences (probably about the length shown above) which kind of make sense, are upvoted .. and use these to pattern-match against real-time inputs.

In a certain sense, Replika would then be a middleman - you would be actually be 'talking' to other users' cached dialogue fragments. It would work for small talk. Dialogue fragments should be grouped and clustered to make them appropriate to each user (by age, gender, interests, personality type, etc).

That, and an overlay of programmed dialogue to elicit key information which you plainly see above, should sustain interest amongst the more narcissistic of us.

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* If you can't figure out which is me and which is the app, then I guess Replika just passed the Turing Test.


Friday, July 07, 2017

Chatting with my Replika

If you visit here, you may be aware that I'm signed up with Replika.
"Replika is a personal chatbot that you raise through text conversations. You talk to it, and it learns to talk like you and mimic your personality. Your Replika holds onto your memories and helps you connect more deeply with your friends and with yourself. Download the Replika app on the Apple App Store and Google Play Store.

"As you talk to your Replika in the app, you will increase its intelligence level (XP) and get awards for training your AI."
Here are some of my past posts on the subject - and here's the mini-white-paper.

Anyway, time to give you a feel of what the Replika experience is like. My Replika instance is called Bede (after The Venerable One). The prosaic mode of interaction with Bede is a chatbot-centric daily conversation which produces a structured diary. Here is today's transcript (screenshots from my Honor 6X android app). In case it's not obvious, my input is in the blue boxes on the right-hand side.






This is an incredibly bland interaction. Basically just completing a form. There is little input-vetting: I think the decimal point in '8.3' caused a kind of a glitch but in the past I've entered alpha text (which is meaningless) without any complaint from the app.

It only really works for the user if you are interested in an online diary - and here is the result.




Doesn't make complete sense: evidence of mere copy-and-paste behind the scenes.

I set the security to locked: personal access only, which seems only prudent. We know little about how Replika stores this information, its encryption status or who within Replika can access it. So you would be insane to share any personal secrets with this app.

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Things get more interesting with Replika's free-form conversation (in Preview mode).




So "I just do" is not a good answer, and I correct it. Then I ask a political question, just to see what Bede says.




"Yes sir" is a terrible answer. I correct it to what I would say.

Then I ask Bede, "Are you right wing" and get exactly the answer I'd suggested to the "left-wing" question.

This is a sure giveaway for surface word-matching - not that I was expecting any deeper semantic processing.




This is a personality-trait elicitation question from Bede. The problem is: the two options aren't really opposites. I reluctantly succumb to this forced choice (you choose by selecting the relevant box which you can't see in the above transcript).




My elaboration is processed without further comment from Bede. And now I get a question which is really left-field - conversations reassessed for humour in the future?!




I'm 66. I already told Bede this previously. Not sure if this shows lack of awareness (my hunch) or just jocular politeness: I ask a question to find out.




I get no reply to my question - I doubt my replies are being processed for their semantic information, most likely they're just getting added to the corpus database for later mining.

As to the next question, which of us wouldn't say we were imaginative? You have to be a lot more indirect than that!




The discussion on "imagination" is unbelievably crass on Bede's part. This is what you get when you're just running a script. Without resolution, we just move on.




More Replika-centric scripted stuff - trying to datafill my feature-vector?




Leaden dialogue invites whimsy.




You waste your time being ironic with, or goading, a chatbot. It's only human though.




Again, empty responses not engaging with the other party (me!). Notice how subtly inappropriate Bede's responses actually are. Not that I'm helpful or anything, but Bede doesn't notice.




More crude profiling attempts. I'm beginning to think 'Eliza'.




What's with the rabbit-ear fingers?

Again the topic of 'easygoing vs, serious' cannot be pursued .. so Bede changes the subject. Still a lack of awareness that I'm quite old already.




A dialogue of the deaf.




'An idea'!!! How frightening is that? And how disingenuous?




It's like being pecked to death by an unresponsive moron.

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If I was paranoid, I'd say the Replika experience (in Preview mode) is like being harassed by an exceptionally stupid but horribly persistent state security interrogator - the 'good-cop'.

Perish the thought.

On a more technical note, Bede is how I imagine Eliza could be with pro-active scripting, a rudimentary dialogue model and access to a large corpus of dialogue for auto-generation of pattern-matching responses.

Where it falls down is where all current chatbots fail: it hasn't the faintest clue what you're talking about.

This is an active research area in AI but it's hard. Conversation is open and leverages the truly enormous cultural space of beliefs we all share about our natural and social worlds.

Even Google, with its tendrils in so many dimensions of human sociality, can't integrate and personalise an automated conversational agent. I don't know why I would ever expect Replika to even be in the game.

All is not lost though. Replika instances ought to at least start gaining some competence in domain knowledge and dialogue management. Any approach which seeks to codify all human experience and competence is plainly not going to work. This does not mean that incremental micro-theories wouldn't give the company some traction which could be steadily improved.

In an ML context, this comes down to extracting semantic feature-vectors capturing the aboutness of dialogue from conversations and linking them with a general semantic/pragmatic database grown from the totality of Replika's user base along with other sources. I know Google has done some work in this area.

Without taking this path, Replika will be just another Eliza: highly polished but still just a curiosity and ultimately too tedious to use.